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This study uses Perplexity production data to analyze how AI agents reshape knowledge work, finding that agents reduce time and cost by over 87%, improve quality, and expand the scope of automated tasks.
Shann Holmberg describes a structured approach to building an AI agent company within an agency, using a central brain (gBrain), an orchestrator agent (Hermes), and narrow-scoped specialist agents for different departments, with isolated client pods to prevent context leakage.
SCOPE introduces a method for precise action response in FPS games by conditioning transformer blocks in video diffusion models to separate in-scope effects from out-of-scope visual effects without segmentation labels, and presents CrossFPS, a multi-game dataset enabling zero-shot cross-game transfer.
Explains the subtle differences in how ORDER BY handles bare identifiers versus expressions in SQL, using PostgreSQL examples to show that identical-looking queries can produce different results due to different code paths.